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DeepSeek R1

DeepSeekReasoning ModelOpen Source

DeepSeek's reasoning model rivaling OpenAI o1. Uses chain-of-thought for complex math, science, and coding. Fully open source.

Abilities

Text GenerationCode GenerationReasoningMath

Use Cases

ResearchCoding AssistantEducationData Analysis

Available in Tools

Availability

How to Use

Use DeepSeek API with `deepseek-reasoner` model, or download from Hugging Face. Distilled versions (1.5B–70B) for local use.

Pros

  • Only fully open-source reasoning model — MIT license on both base and reasoning variants
  • Competitive with OpenAI o1 on AIME, MATH, and coding benchmarks
  • Distilled versions (1.5B–70B) can run locally — bring reasoning to edge devices
  • Very affordable API at $0.55/1M input — fraction of o3 pricing
  • Transparent chain-of-thought reasoning — full reasoning trace visible

Cons

  • Significantly slower than non-reasoning models — adds 10-60s to each response
  • Full model requires same massive compute as DeepSeek V3 for self-hosting
  • Distilled versions lose significant reasoning capability vs full model
  • Same Chinese data jurisdiction concerns as DeepSeek V3
  • Can produce very long, verbose reasoning traces that consume many tokens

What to Use It For

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Perfect For

Complex math and science reasoning on a budget

5x cheaper than o3 while delivering competitive results on AIME and MATH benchmarks

Open-source reasoning research

Only fully open-source reasoning model with MIT license — enables studying and improving reasoning techniques

Local reasoning via distilled models

Distilled variants (1.5B-70B) bring chain-of-thought reasoning to edge devices and laptops

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Good For

Competitive programming and hard debugging

Chain-of-thought reasoning excels at complex algorithmic problems and tricky bugs

Formal proofs

Step-by-step reasoning traces are well-suited for constructing and verifying mathematical proofs

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Not Recommended

Real-time applications

Responses take 10-60 seconds due to internal reasoning steps — far too slow for interactive use

Try instead: GPT-4o

Simple Q&A tasks

Massive overkill — wastes tokens and time on reasoning when a simple model would answer instantly

Try instead: DeepSeek V3

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Do Not Use For

Enterprise with strict data governance

Chinese jurisdiction makes it unsuitable for organizations with strict Western data compliance requirements

Try instead: o3

Creative writing or casual chat

Reasoning model not designed for conversation — produces overly analytical responses instead of natural chat

Try instead: Claude Opus 4

Technical Details

Pricing$0.55 / 1M input, $2.19 / 1M output
Parameters671B total (37B active)
detail.contextWindow128K tokens
LicenseMIT

Links